{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "defb8cc4-d661-4129-9a0e-a8e4b7a7ed6b",
   "metadata": {},
   "source": [
    "# <span style=\"color: #2664EA;\">子弹图，柱形图，簇状柱形折线图</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82c20167-a714-443b-949c-392f567dd174",
   "metadata": {},
   "source": [
    "#### 数来自筛选好的商品订单数量统计数量，如下：\n",
    "**ERP订单数据 - 商品类别订单数量统计**\n",
    "=====================================\n",
    "- 裙子：120 个订单\n",
    "- 毛衣：107 个订单\n",
    "- 卫衣：127 个订单\n",
    "- 裤子：134 个订单\n",
    "- 夹克：126 个订单\n",
    "- 外套：123 个订单\n",
    "- T恤：134 个订单\n",
    "- 衬衫：129 个订单\n",
    "=====================================\n",
    "- 总计：1000 个订单\n",
    "- 原始数据总订单数：1000 条数据总订单数：1000 条\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c36a1ba3-3326-40df-8ee5-f9365181cb3d",
   "metadata": {},
   "source": [
    "# <span style=\"color: #2664EA;\">子弹图</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5630fd7e-1872-4ca9-81e0-ba2c6ebc7916",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 数据准备\n",
    "categories = [\"裙子\", \"毛衣\", \"卫衣\", \"裤子\", \"夹克\", \"外套\", \"T恤\", \"衬衫\"]\n",
    "actual_sales = [120, 107, 127, 134, 126, 123, 134, 129]\n",
    "target_sales = [120, 90, 120, 150, 100, 80, 150, 110]\n",
    "\n",
    "# 样式配置\n",
    "performance_levels = [60, 90, 120, 160]\n",
    "level_colors = [\"#cce5ff\", \"#99d1ff\", \"#0066cc\", \"#003366\"]\n",
    "bg_color = \"#0a0a23\"\n",
    "target_color = \"#ffd700\"\n",
    "actual_color = \"#0066cc\"\n",
    "bar_width = 0.6\n",
    "\n",
    "# 画布设置\n",
    "plt.figure(figsize=(14, 8), facecolor=bg_color)\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\", \"Microsoft YaHei\", \"Arial Unicode MS\"]\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False\n",
    "\n",
    "x = np.arange(len(categories))\n",
    "\n",
    "for i in range(len(categories)):\n",
    "    # 绘制性能区间\n",
    "    for j in range(len(performance_levels)-1):\n",
    "        level_length = performance_levels[j+1] - performance_levels[j]\n",
    "        plt.bar(\n",
    "            x[i], level_length, \n",
    "            bottom=performance_levels[j],\n",
    "            width=bar_width, \n",
    "            color=level_colors[j], \n",
    "            edgecolor=\"white\", linewidth=1, alpha=0.8\n",
    "        )\n",
    "    \n",
    "    # 绘制实际销量柱\n",
    "    actual_bar = plt.bar(\n",
    "        x[i], actual_sales[i], \n",
    "        width=bar_width, \n",
    "        color=actual_color, \n",
    "        edgecolor=\"white\", linewidth=1.5, zorder=3\n",
    "    )\n",
    "\n",
    "    # 绘制目标线\n",
    "    bar_left = x[i] - bar_width / 50\n",
    "    bar_right = x[i] + bar_width \n",
    "    target_line = plt.axhline(\n",
    "        y=target_sales[i],\n",
    "        xmin=bar_left / len(categories),\n",
    "        xmax=bar_right / len(categories),\n",
    "        color=target_color, linewidth=2, linestyle=\"--\", zorder=4\n",
    "    )\n",
    "\n",
    "    # 实际销量标签\n",
    "    plt.text(\n",
    "        x[i], actual_sales[i] + 3, \n",
    "        f\"{actual_sales[i]}\",\n",
    "        ha=\"center\", va=\"bottom\", color=\"white\", fontsize=9, fontweight=\"bold\"\n",
    "    )\n",
    "\n",
    "    # 目标销量标签\n",
    "    plt.text(\n",
    "        x[i] + bar_width/2 + 0.05, \n",
    "        target_sales[i],\n",
    "        f\"目标：{target_sales[i]}\",\n",
    "        ha=\"left\", va=\"center\", color=target_color, fontsize=8, fontweight=\"bold\",\n",
    "        bbox=dict(boxstyle=\"round,pad=0.2\", facecolor=\"black\", alpha=0.7)\n",
    "    )\n",
    "\n",
    "# 坐标轴与标题设置\n",
    "plt.xticks(x, categories, color=\"white\", fontsize=11, rotation=15, ha=\"right\")\n",
    "plt.ylabel(\"订单数量\", color=\"white\", fontsize=14, fontweight=\"bold\")\n",
    "plt.tick_params(axis=\"y\", colors=\"white\", labelsize=10)\n",
    "plt.title(\n",
    "    \"商品类别订单完成情况子弹图\", \n",
    "    color=\"white\", fontsize=20, fontweight=\"bold\", pad=25\n",
    ")\n",
    "plt.figtext(\n",
    "    0.5, 0.02,\n",
    "    \"注：蓝色渐变背景为销量性能区间 | 黄色虚线为目标销量 | 深蓝色柱为实际销量\",\n",
    "    ha=\"center\", color=\"lightgray\", fontsize=11\n",
    ")\n",
    "\n",
    "plt.ylim(0, max(performance_levels) * 1.1)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5100f43e-4c3c-4d95-b937-9fba88f932e9",
   "metadata": {},
   "source": [
    "# <span style=\"color: #2664EA;\">柱形图</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c6f8076d-1964-42ce-b97d-9434d6d03e70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib.patches import Ellipse  # 导入椭圆类\n",
    "\n",
    "# 数据\n",
    "categories = [\"裙子\", \"毛衣\", \"卫衣\", \"裤子\", \"夹克\", \"外套\", \"T恤\", \"衬衫\"]\n",
    "actual_sales = [120, 107, 127, 134, 126, 123, 134, 129]\n",
    "total_sales = sum(actual_sales)\n",
    "percentages = [round(sale/total_sales*100, 1) for sale in actual_sales]\n",
    "\n",
    "# 绘图配置（匹配图2的尺寸和背景）\n",
    "plt.rcParams[\"font.family\"] = [\"SimHei\"]  # 兼容不同系统中文\n",
    "plt.figure(figsize=(12, 7), facecolor=\"#1a237e\")  # 宽高比例匹配图2\n",
    "ax = plt.gca()\n",
    "ax.set_facecolor(\"#1a237e\")\n",
    "\n",
    "# 绘制柱形图（柱子宽度、颜色与图2一致）\n",
    "bars = ax.bar(\n",
    "    categories, \n",
    "    actual_sales, \n",
    "    color=\"pink\",  # 图2的粉色\n",
    "    width=0.5,        # 图2的柱子宽度\n",
    "    edgecolor=\"none\"\n",
    ")\n",
    "\n",
    "# 绘制柱子上方的浅蓝色椭圆+百分比\n",
    "for i, bar in enumerate(bars):\n",
    "    height = bar.get_height()\n",
    "    \n",
    "    ellipse = Ellipse(\n",
    "        xy=(bar.get_x() + bar.get_width()/2, height + 10),  # 椭圆中心位置（与原圆形一致）\n",
    "        width=0.3,  # 椭圆长半轴（水平方向长度）\n",
    "        height=10,  # 椭圆短半轴（垂直方向长度）\n",
    "        color=\"#2196f3\", \n",
    "        alpha=1,\n",
    "        transform=ax.transData\n",
    "    )\n",
    "    ax.add_patch(ellipse)\n",
    "    # 百分比文字：位置、样式与原圆形一致\n",
    "    ax.text(\n",
    "        bar.get_x() + bar.get_width()/2, \n",
    "        height + 10, \n",
    "        f\"{percentages[i]}%\", \n",
    "        ha=\"center\", \n",
    "        va=\"center\", \n",
    "        color=\"white\", \n",
    "        fontsize=11, \n",
    "        weight=\"bold\"\n",
    "    )\n",
    "\n",
    "# 图表标题+副标题（匹配图2的结构）\n",
    "ax.set_title(\n",
    "    \"各品类订单数量及占比\", \n",
    "    color=\"white\", \n",
    "    fontsize=25, \n",
    "    pad=25,\n",
    "    weight=\"bold\"\n",
    ")\n",
    "ax.text(\n",
    "    0.5, 0.93,  # 副标题位置\n",
    "    \"裙子/毛衣等品类订单分布，裤子/T恤占比最高\",  # 副标题内容\n",
    "    ha=\"center\", \n",
    "    va=\"center\", \n",
    "    transform=ax.transAxes,\n",
    "    color=\"white\", \n",
    "    fontsize=12\n",
    ")\n",
    "\n",
    "# 坐标轴样式（完全匹配图2）\n",
    "ax.set_ylabel(\"订单数量\", color=\"white\", fontsize=12, labelpad=15)\n",
    "ax.tick_params(axis=\"x\", colors=\"white\", labelsize=11, rotation=0)  # x轴标签不旋转\n",
    "ax.tick_params(axis=\"y\", colors=\"white\", labelsize=11)\n",
    "# 隐藏顶部/右侧边框，保留的边框颜色为白色\n",
    "ax.spines[\"top\"].set_visible(False)\n",
    "ax.spines[\"right\"].set_visible(False)\n",
    "ax.spines[\"left\"].set_color(\"white\")\n",
    "ax.spines[\"left\"].set_linewidth(1)\n",
    "ax.spines[\"bottom\"].set_color(\"white\")\n",
    "ax.spines[\"bottom\"].set_linewidth(1)\n",
    "# 调整y轴范围，让椭圆与图2位置一致\n",
    "ax.set_ylim(0, max(actual_sales) + 30)\n",
    "\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2c72eb4-837e-405b-b787-b0d8da11f4d4",
   "metadata": {},
   "source": [
    "# <span style=\"color: #2664EA;\">簇状柱形折线图</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22b911ab-9947-43ae-9f9b-c34b46a3c0a4",
   "metadata": {},
   "source": [
    "### 筛选好的商品订单（2024年-2025年）\n",
    "### ERP订单数据 - 商品类别年度订单数\n",
    "| 商品类别 | 2024年订单数 | 2025年订单数 |\n",
    "|----------|--------------|--------------|\n",
    "| 裙子     | 18           | 102          |\n",
    "| 毛衣     | 12           | 95           |\n",
    "| 卫衣     | 15           | 112          |\n",
    "| 裤子     | 11           | 123          |\n",
    "| 夹克     | 14           | 112          |\n",
    "| 外套     | 21           | 102          |\n",
    "| T恤      | 17           | 117          |\n",
    "| 衬衫     | 12           | 117          |\n",
    "| **总计** | **120**      | \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b181fe72-6838-40b8-95a0-7a10c0c7a4d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1200x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib.ticker import PercentFormatter\n",
    "\n",
    "# ===================== 数据准备 =====================\n",
    "# 商品品类\n",
    "categories = [\"裙子\", \"毛衣\", \"卫衣\", \"裤子\", \"夹克\", \"外套\", \"T恤\", \"衬衫\"]\n",
    "# 2025年实际订单数（图1的actual_sales）\n",
    "sales_2025 = [120, 107, 127, 134, 126, 123, 134, 129]\n",
    "# 2024年订单数\n",
    "sales_2024 = [18, 12, 15, 11,14, 21, 17, 12]\n",
    "# 计算同比增长率（(2025-2024)/2024*100，保留1位小数）\n",
    "growth_rates = [round((s25 - s24) / s24 * 100, 1) for s25, s24 in zip(sales_2025, sales_2024)]\n",
    "\n",
    "# ===================== 绘图配置 =====================\n",
    "# 解决中文显示\n",
    "plt.rcParams[\"font.family\"] = [\"SimHei\"]\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False  # 解决负号显示问题\n",
    "# 画布尺寸、背景色（参考图2的12:7比例+深蓝色背景）\n",
    "fig, ax1 = plt.subplots(figsize=(12, 7), facecolor=\"#1a1a3d\")\n",
    "ax1.set_facecolor(\"#1a1a3d\")\n",
    "\n",
    "# 簇状柱形图的X轴位置（调整柱子间距）\n",
    "x = np.arange(len(categories))\n",
    "width = 0.35  # 柱子宽度\n",
    "# ===================== 为柱子添加数值标签 =====================\n",
    "def add_bar_labels(bars):\n",
    "    \"\"\"为柱形图添加数值标签的辅助函数\"\"\"\n",
    "    for bar in bars:\n",
    "        height = bar.get_height()\n",
    "        # 在柱子顶部显示数值，白色字体、居中对齐\n",
    "        ax1.text(bar.get_x() + bar.get_width()/2., height + 1,  # +1是为了和柱子顶部留间距\n",
    "                 f'{int(height)}',  # 显示整数\n",
    "                 ha='center', va='bottom', color='white', fontsize=9, weight='bold')\n",
    "\n",
    "# 为2024和2025年的柱子分别添加标签\n",
    "add_bar_labels(bars_2024)\n",
    "add_bar_labels(bars_2025)\n",
    "\n",
    "# ===================== 绘制簇状柱形图（2024/2025订单数） =====================\n",
    "# 2024年柱子：浅粉色\n",
    "bars_2024 = ax1.bar(x - width/2, sales_2024, width, label=\"2024年订单数\", \n",
    "                    color=\"#e91e73\", edgecolor=\"none\", alpha=0.9)\n",
    "# 2025年柱子：深粉色（图2的主色）\n",
    "bars_2025 = ax1.bar(x + width/2, sales_2025, width, label=\"2025年订单数\", \n",
    "                    color=\"#1f77b4\", edgecolor=\"none\", alpha=0.9)\n",
    "\n",
    "# ===================== 绘制双Y轴折线图（同比增长率） =====================\n",
    "ax2 = ax1.twinx()  # 创建共享X轴的第二个Y轴\n",
    "# 浅蓝色折线（图2的椭圆颜色），带标记点\n",
    "line = ax2.plot(x, growth_rates, color=\"#2196f3\", marker=\"o\", markersize=8, \n",
    "                linewidth=3, label=\"同比增长率\", markerfacecolor=\"#2196f3\")\n",
    "# 增长率数值标注（折线点上方）\n",
    "for i, rate in enumerate(growth_rates):\n",
    "    ax2.text(i, rate + 0.5, f\"{rate}%\", ha=\"center\", va=\"bottom\", \n",
    "             color=\"white\", fontsize=10, weight=\"bold\")\n",
    "\n",
    "# ===================== 样式美化（参考图2） =====================\n",
    "# 标题+副标题\n",
    "ax1.set_title(\"各品类订单数及同比增长率\", color=\"white\", fontsize=18, pad=25, weight=\"bold\")\n",
    "ax1.text(0.5, 0.93, \"2024-2025年裙子/毛衣等品类订单对比，裤子/T恤增长显著\", \n",
    "         ha=\"center\", va=\"center\", transform=ax1.transAxes, color=\"white\", fontsize=12)\n",
    "\n",
    "# 主Y轴（订单数）配置\n",
    "ax1.set_ylabel(\"订单数量\", color=\"white\", fontsize=12, labelpad=15)\n",
    "ax1.tick_params(axis=\"x\", colors=\"white\", labelsize=11)\n",
    "ax1.tick_params(axis=\"y\", colors=\"white\", labelsize=11)\n",
    "ax1.set_xticks(x)\n",
    "ax1.set_xticklabels(categories)\n",
    "# 隐藏边框\n",
    "ax1.spines[\"top\"].set_visible(False)\n",
    "ax1.spines[\"right\"].set_visible(False)\n",
    "ax1.spines[\"left\"].set_color(\"white\")\n",
    "ax1.spines[\"bottom\"].set_color(\"white\")\n",
    "\n",
    "# 次Y轴（增长率）配置\n",
    "ax2.set_ylabel(\"同比增长率\", color=\"white\", fontsize=12, labelpad=20)\n",
    "ax2.tick_params(axis=\"y\", colors=\"white\", labelsize=11)\n",
    "ax2.yaxis.set_major_formatter(PercentFormatter())  # Y轴显示百分比格式\n",
    "ax2.spines[\"top\"].set_visible(False)\n",
    "ax2.spines[\"left\"].set_visible(False)\n",
    "\n",
    "# 图例（合并柱形图和折线图的图例）\n",
    "lines1, labels1 = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines1 + lines2, labels1 + labels2, loc=\"upper left\", \n",
    "           facecolor=\"#1a237e\", edgecolor=\"white\", labelcolor=\"white\", fontsize=10)\n",
    "\n",
    "\n",
    "# 调整布局\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2b866b31-c8fa-441b-96bd-45974bd64bbd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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